{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 第 3 节　基于 matplotlib、seaborn 的数据可视化\n",
    "## 第 3 章　使用 Python 进行数据分析｜用 Python 动手学统计学"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 2. 实现：数据可视化的环境准备"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "# 用于数值计算的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 设置浮点数打印精度\n",
    "%precision 3\n",
    "\n",
    "# 用于绘图的库\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# 在 Jupyter Notebook 里显示图形\n",
    "%matplotlib inline"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:38.881808Z",
     "end_time": "2024-04-16T10:22:38.895818Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 3. 实现：用 pyplot 绘制折线图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "x = np.array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
    "y = np.array([2, 3, 4, 3, 5, 4, 6, 7, 4, 8])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:38.895818Z",
     "end_time": "2024-04-16T10:22:38.899861Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0, 0.5, 'y')"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, color='black')\n",
    "plt.title('lineplot matplotlib')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:38.899861Z",
     "end_time": "2024-04-16T10:22:39.091063Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 4. 实现：用 seaborn 和 pyplot 绘制折线图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.set_theme()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.093064Z",
     "end_time": "2024-04-16T10:22:39.097114Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0, 0.5, 'y')"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, color='black')\n",
    "plt.title(\"lineplot seaborn\")\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.098109Z",
     "end_time": "2024-04-16T10:22:39.269023Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 5. 实现：用 seaborn 绘制直方图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "array([2, 3, 3, 4, 4, 4, 4, 5, 5, 6])"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fish_data = np.array([2, 3, 3, 4, 4, 4, 4, 5, 5, 6])\n",
    "fish_data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.270016Z",
     "end_time": "2024-04-16T10:22:39.274749Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='Count'>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(fish_data, bins=5, color='gray', kde=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.274749Z",
     "end_time": "2024-04-16T10:22:39.474462Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 6. 实现：通过核密度估计将直方图平滑化"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='Count'>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(fish_data, bins=1,\n",
    "             color='gray', kde=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.474462Z",
     "end_time": "2024-04-16T10:22:39.658232Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='Count'>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(fish_data, kde=True, kde_kws=dict(cut=3))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.657232Z",
     "end_time": "2024-04-16T10:22:39.832319Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 7. 实现：两个变量的直方图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "   species  length\n0        A       2\n1        A       3\n2        A       3\n3        A       4\n4        A       4\n5        A       4\n6        A       4\n7        A       5\n8        A       5\n9        A       6\n10       B       5\n11       B       6\n12       B       6\n13       B       7\n14       B       7\n15       B       7\n16       B       7\n17       B       8\n18       B       8\n19       B       9",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>species</th>\n      <th>length</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>A</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>A</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>A</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>A</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>A</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>A</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>A</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>A</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>A</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>A</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>B</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>B</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>B</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>B</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>B</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>B</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>B</td>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>B</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>B</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>B</td>\n      <td>9</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fish_multi = pd.read_csv(\"3-3-2-fish_multi_2.csv\")\n",
    "fish_multi"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.830321Z",
     "end_time": "2024-04-16T10:22:39.844692Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "        length                                          \n         count mean       std  min   25%  50%   75%  max\nspecies                                                 \nA         10.0  4.0  1.154701  2.0  3.25  4.0  4.75  6.0\nB         10.0  7.0  1.154701  5.0  6.25  7.0  7.75  9.0",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead tr th {\n        text-align: left;\n    }\n\n    .dataframe thead tr:last-of-type th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr>\n      <th></th>\n      <th colspan=\"8\" halign=\"left\">length</th>\n    </tr>\n    <tr>\n      <th></th>\n      <th>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n    <tr>\n      <th>species</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>A</th>\n      <td>10.0</td>\n      <td>4.0</td>\n      <td>1.154701</td>\n      <td>2.0</td>\n      <td>3.25</td>\n      <td>4.0</td>\n      <td>4.75</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>B</th>\n      <td>10.0</td>\n      <td>7.0</td>\n      <td>1.154701</td>\n      <td>5.0</td>\n      <td>6.25</td>\n      <td>7.0</td>\n      <td>7.75</td>\n      <td>9.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fish_multi.groupby(\"species\").describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.844692Z",
     "end_time": "2024-04-16T10:22:39.886907Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "# 按鱼的种类区分数据\n",
    "length_a = fish_multi.query('species == \"A\"')[\"length\"]\n",
    "length_b = fish_multi.query('species == \"B\"')[\"length\"]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.864297Z",
     "end_time": "2024-04-16T10:22:39.886907Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='length', ylabel='Count'>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制这两个直方图\n",
    "sns.histplot(length_a, bins=5,\n",
    "             color='black', kde=False)\n",
    "sns.histplot(length_b, bins=5,\n",
    "             color='gray', kde=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:39.873913Z",
     "end_time": "2024-04-16T10:22:40.157343Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 9. 实现：箱形图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='species', ylabel='length'>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 箱形图\n",
    "sns.boxplot(x=\"species\", y=\"length\", data=fish_multi, color='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.158342Z",
     "end_time": "2024-04-16T10:22:40.302133Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "        length                                          \n         count mean       std  min   25%  50%   75%  max\nspecies                                                 \nA         10.0  4.0  1.154701  2.0  3.25  4.0  4.75  6.0\nB         10.0  7.0  1.154701  5.0  6.25  7.0  7.75  9.0",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead tr th {\n        text-align: left;\n    }\n\n    .dataframe thead tr:last-of-type th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr>\n      <th></th>\n      <th colspan=\"8\" halign=\"left\">length</th>\n    </tr>\n    <tr>\n      <th></th>\n      <th>count</th>\n      <th>mean</th>\n      <th>std</th>\n      <th>min</th>\n      <th>25%</th>\n      <th>50%</th>\n      <th>75%</th>\n      <th>max</th>\n    </tr>\n    <tr>\n      <th>species</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>A</th>\n      <td>10.0</td>\n      <td>4.0</td>\n      <td>1.154701</td>\n      <td>2.0</td>\n      <td>3.25</td>\n      <td>4.0</td>\n      <td>4.75</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>B</th>\n      <td>10.0</td>\n      <td>7.0</td>\n      <td>1.154701</td>\n      <td>5.0</td>\n      <td>6.25</td>\n      <td>7.0</td>\n      <td>7.75</td>\n      <td>9.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fish_multi.groupby(\"species\").describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.297132Z",
     "end_time": "2024-04-16T10:22:40.314799Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 10. 实现：小提琴图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='species', ylabel='length'>"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"species\", y=\"length\", data=fish_multi, color='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.316798Z",
     "end_time": "2024-04-16T10:22:40.559434Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 11. 实现：条形图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='species', ylabel='length'>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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nlJaWdta18vLy9Je//EVjx47VpZdeGso4xbjdLsXGRpV6nbMJBAJyu83/5V3M3G5/scfR0ZGqXDnS0DQ4hX0DuLDFxJh/nw35P1GHDRumAQMGaMuWLTp69Kji4+PVqFEjRUWdjIbk5GR169btd9cZP368kpKSlJycHOooxQQCQeXlld91Mh6PWzExkXr77beVk5NTbl8HZ3fixIlij+fOnavw8HBD00A6eQq5R48eysvzyu8PmB4nJKf2bwBnVl77d0xMZImP5pTq2HpkZKRuuummMz5Xknu3pKena/PmzXrnnXdKM8ZpfL7yf9PMycnRgQMHyv3r4Mx8Pl+xx9nZ2QoL41SRE/j9gfOyDwI4/5ywf4f0Tn/kyBE9+eSTWr9+vbxe72nntF0ul7Kysn53nWXLlunw4cOnXdfy2GOPadWqVXr55ZdDGQ8AAFygQgqXCRMm6IMPPlCXLl1Us2bNkM9pT5kyRb/88kuxbZ06ddKDDz6oP/7xjyGtCQAALlwhhUtGRoYeffRR3XXXXaX64vHx8WfcHhcX95vPAQCAi1dIh0oqVKig2rVrl/UsAAAAZxXSEZeOHTvq3Xff/c0Lc0vjq6++KvM1AQDAhSGkcLn66qs1ffp07d+/X02bNlVERESx510ul4YOHVomAwIAAJwS8sW50sk73m7atOm05wkXAABQHkIKl507d5b1HAAAAL+r1PfmPnbsmPbs2aMTJ07I7/f//h8AAAAIUcjhkpmZqZ49e6pFixZKTk7W7t279fDDD2vy5MllOR8AAECRkMJl48aNGjBggCIiIjRy5MiiO+c2bNhQ8+fP19y5c8t0SAAAACnEcJk+fbpuueUWvf766+rTp09RuKSmpmrgwIF66623ynRIAAAAKcRw+fLLL3XHHXdIOvkbRP+rdevW+v7770s/GQAAwK+EFC7R0dHKyck543M//vijoqOjSzUUAADAmYQULrfccoumTZum//znP0XbXC6XDhw4oDlz5pz2ac8AAABlIaT7uDz88MPatm2b7rzzTl1yySWSpLS0NB04cECXXnqp0tLSynRIAAAAKcRwqVKlit566y2lp6fr008/VW5urqKjo9W7d2/16NFDkZGRZT0nAABAaOEiSeHh4brzzjt15513luU8AAAAv6nE4fLcc8+VeFE+qwgAAJQHwgUAAFijxOHCBysCAADTSv0hiwAAAOcL4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLrORyuc76GABwYSJcYCWPx6OEhARJUkJCgjwej+GJAADnQ8ifDg2YlpiYqMTERNNjAADOI464AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALCG8XA5fPiwHnnkEbVs2VJJSUkaNGiQ9uzZY3osAADgQMbDZejQodq3b59efPFFLV26VBEREerbt6+8Xq/p0QAAgMMYDZeffvpJCQkJeuKJJ9SkSRMlJiZqyJAhys7O1u7du02OBgAAHMjoLf+rVKmiqVOnFj0+cuSI5s2bp5o1a6p+/fohrxsWVn495vEYP0gFOJrN+4jNswPngxP2Ecd8VtG4ceP05ptvKjw8XLNnz1alSpVCWsftdik2NqqMpwNQUjExkaZHAFBOnLB/OyZc+vTpo7vuuksLFy7U0KFDtWjRIl1zzTXnvE4gEFReXn45THiSx+N2xF8c4FR5eV75/QHTY4SE/Rs4u/Lav2NiIkt8NMcx4XLq1NCTTz6pbdu2acGCBZo0aVJIa/l8dr5pAhcCvz/APghcoJywfxs9WXXkyBGtXLlSPp+vaJvb7Vb9+vWVnZ1tcDIAAOBERsPl0KFDSktL08aNG4u2FRYWKisrS4mJiQYnAwAATmQ0XBo0aKC2bdvqiSee0KZNm7Rr1y6NHj1aeXl56tu3r8nRAACAAxn/vaZnnnlGrVq10ogRI9SzZ0/l5uZq4cKFuuyyy0yPBgAAHMb4xbnR0dEaP368xo8fb3oUAADgcMaPuAAAAJQU4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALAG4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALAG4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwhvFwyc3N1f/93/+pbdu2atasme655x5t3rzZ9FgAAMCBjIdLWlqatmzZomeeeUbLli1To0aNNGDAAH3zzTemRwMAAA5jNFz27dunTz75ROPHj1fz5s11xRVXaNy4capRo4beeecdk6MBAAAHMhousbGxevHFF9W4ceOibS6XSy6XS3l5eQYnAwAAThRm8ovHxMSoXbt2xbatXbtW+/bt06OPPhryumFh5ddjHo/xs2uAo9m8j9g8O3A+OGEfMRouv/b5559rzJgx6tSpk9q3bx/SGm63S7GxUWU7GIASi4mJND0CgHLihP3bMeHy3nvvaeTIkWrWrJmmTJkS8jqBQFB5efllOFlxHo/bEX9xgFPl5Xnl9wdMjxES9m/g7Mpr/46JiSzx0RxHhMuCBQv05JNP6rbbbtPf/vY3hYeHl2o9n8/ON03gQuD3B9gHgQuUE/Zv4yerFi1apIkTJyolJUXPPPNMqaMFAABcuIwecdm7d6+eeuopdezYUQ888IAOHTpU9FxERISio6MNTgcAAJzGaLisXbtWhYWFWrdundatW1fsue7du2vy5MmGJgMAAE5kNFxSU1OVmppqcgQAAGAR49e4AAAAlBThAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALAG4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALAG4QIAAKxBuAAAAGsQLgAAwBqECwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALAG4QIAAKzhqHB54YUX1Lt3b9NjAAAAh3JMuCxcuFDTp083PQYAAHCwMNMDHDx4UI899pgyMzNVt25d0+MAAAAHM37EZceOHapQoYJWrFihpk2bmh4HAAA4mPEjLh06dFCHDh3KdM2wsPLrMY/HeOsBjmbzPmLz7MD54IR9xHi4lDW326XY2CjTYwAXrZiYSNMjACgnTti/L7hwCQSCysvLL7f1PR63I/7iAKfKy/PK7w+YHiMk7N/A2ZXX/h0TE1niozkXXLhIks9n55smcCHw+wPsg8AFygn7t/mTVQAAACVEuAAAAGsQLgAAwBqOusZl8uTJpkcAAAAOxhEXAABgDcIFAABYg3ABAADWIFwAAIA1CBcAAGANwgUAAFiDcAEAANYgXAAAgDUIFwAAYA3CBQAAWINwAQAA1iBcAACANQgXAABgDcIFAABYg3ABAADWIFwAAIA1CBcAAGANwgUAAFiDcAEAANYgXAAAgDUIFwAAYA3CBQAAWINwAQAA1iBcAACANQgXAABgDcIFAABYg3ABAADWIFwAAIA1CBcAAGANwgUAAFiDcAEAANYgXAAAgDUIFwAAYA3CBQAAWMN4uAQCAT377LNq06aNrrvuOt1///3av3+/6bEAAIADGQ+X559/XosWLdLEiRO1ePFiBQIBDRw4UCdOnDA9GgAAcBij4XLixAm9+uqrevDBB9W+fXs1bNhQ06ZN04EDB/TPf/7T5GgAAMCBwkx+8Z07d+rnn39Wq1atirbFxMTo6quv1qZNm9S1a9dzXtPtdqlataiyHLMYl+vk/957773y+/3l9nUA23g8HklSlSqRCgYNDxMi9m/gzMp7/3a7XSV+rdFwOXDggCTp0ksvLba9Ro0aRc+dK5fLJY+n5N+AUEVFlV8cATZzu42fgS419m/gzJywfxudwOv1SpLCw8OLba9YsaIKCgpMjAQAABzMaLhERERI0mkX4hYUFCgyMtLESAAAwMGMhsupU0TZ2dnFtmdnZys+Pt7ESAAAwMGMhkvDhg1VuXJlZWZmFm3Ly8tTVlaWbrjhBoOTAQAAJzJ6cW54eLjuvfdeTZkyRdWqVVNCQoKefvpp1axZU506dTI5GgAAcCCj4SJJDz74oHw+n8aOHatffvlFN9xwg1555RVVqFDB9GgAAMBhXMGgrXdcAAAAFxvzv5ANAABQQoQLAACwBuECAACsQbgAAABrEC4AAMAahAsAALCG8fu4AKE6fvy4WrduraioKH344Yfc+wewXIcOHfT9998XPa5QoYISEhLUs2dPDRw40OBkcBLCBdZauXKl4uLilJOTo3Xr1qlz586mRwJQSv3791f//v0lSb/88ou2b9+usWPHKjIyUikpKYangxNwqgjWWrZsmdq0aaOWLVtq8eLFpscBUAYqVaqk6tWrq3r16qpdu7a6dOmi5ORkLVu2zPRocAjCBVbas2ePtm3bptatW6tTp07KzMzU3r17TY8FoBxERESYHgEOQrjASkuXLlWlSpXUtm1bdezYURUqVOCoC3AB2r59u95991317NnT9ChwCD6rCNbx+Xxq166dWrZsqalTp0qSUlNTtWXLFmVkZKhixYqGJwQQig4dOig7O7voQvvCwkIVFhaqadOmevXVV1W5cmXDE8IJOOIC63z44Yc6dOiQunTpUrStS5cuys3N1erVqw1OBqC07r77bqWnpys9PV3Lly/X7Nmz5fV6lZKSohMnTpgeDw7AbxXBOm+//bYkadiwYac9t3jxYnXr1u08TwSgrFSpUkWXX3550ePExERVqVJFvXr10oYNG9S+fXtzw8ERCBdY5fDhw/rwww/Vo0cP9evXr9hz8+bN07Jly7Rr1y41aNDA0IQAytqpKxoCgYDhSeAEnCqCVVasWCGfz6f7779fDRo0KPZPamqq3G43F+kCFsvPz1dOTo5ycnKUnZ2tzZs366mnnlKNGjXUqlUr0+PBAbg4F1ZJTk5W9erV9eqrr57x+eHDh2vjxo3KyMhQpUqVzvN0AErj13fOdbvdqlq1qpo3b64RI0aoXr16BqeDUxAuAADAGpwqAgAA1iBcAACANQgXAABgDcIFAABYg3ABAADWIFwAAIA1CBcAAGANwgUAAFiDcAFwwejQoYNGjx5tegwA5Yg75wK4YGRlZaly5cqqU6eO6VEAlBPCBQAAWINTRQBK7YsvvlCfPn10/fXXKykpSX379tXWrVslSaNHj1bv3r21dOlS3XzzzUpKSlKfPn20c+fOYmv88MMPSktLU4sWLdS0aVP16dNHWVlZxV5z/PhxTZw4UW3atNF1112nO+64Q+vXry96/tenigoKCvT3v/9d7dq107XXXqvk5GStWrWqxLMDcB7CBUCpHD9+XAMHDlRsbKxmzpypadOmyev1asCAATp27Jgk6csvv9S0adM0bNgwPf300zp69KjuvfdeZWdnS5KOHDmiu+++Wzt27NC4ceM0depUBQIBpaSkaM+ePZIkv9+v/v3765133tEDDzyg559/XvXq1dPQoUO1efPm0+YKBoMaOnSoFi9erH79+mn27NlKSkrSiBEjlJ6eXuLZAThLmOkBANjt66+/1tGjR3XfffepWbNmkqR69eppyZIl+vnnnyVJx44d05w5c9S8eXNJUpMmTXTrrbdq/vz5GjlypF577TXl5ubqjTfeUEJCgiSpbdu26ty5s2bMmKFnn31WGRkZ2rZtm2bNmqVbb71VktSyZUvt379fn376adHap2zYsEEfffSRpk2bps6dO0uS2rRpI6/XqylTpqhr166/O3t0dHT5fwMBnBPCBUCpXHnllapWrZpSU1N12223qU2bNmrdurUeeeSRotfUqlWrWFjUqFFDSUlJ2rRpkyRp48aNatSokeLj4+Xz+SRJbrdbbdu21YoVKyRJ//73v1WhQgV16NChaB23263Fixefca6NGzfK5XKpXbt2RWtKJ08nrVixQrt37y7R7ACchXABUCpRUVFauHChZs+erdWrV2vJkiWKiIjQ7bffrrFjx0qS4uPjT/tzcXFx2rFjhyQpNzdX+/bt0zXXXHPGr+H1epWbm6uqVavK7S7ZGe7c3FwFg8GiIym/lp2drUaNGp119vDw8BJ9LQDnD+ECoNTq1aunp59+Wn6/X9u3b9fy5cv1xhtvFP1a8tGjR0/7M4cOHVJcXJwkKTo6Wi1atNBf/vKXM64fHh6u6OjoohhxuVxFz2VlZSkYDJ4WPdHR0apUqZLmz59/xjUvv/zy35194MCB5/7NAFCuuDgXQKmsWbNGLVu2VE5Ojjwej5KSkjR+/HjFxMTohx9+kCR9++23RRfZStLBgwe1ZcsWtWrVSpLUokUL7d27V1dccYUaN25c9M/y5cu1dOlSeTweNW/eXIWFhcrIyChaJxgMasyYMXrhhRdOm6tFixbKz89XMBgstuauXbs0a9Ys+Xy+Es0OwFk44gKgVJo1a6ZAIKChQ4dq0KBBioqK0urVq3Xs2DF16tRJ6enpCgaDSk1N1YgRI+TxePTcc8+pSpUq6t27tySpb9++Wr58ufr27av+/fsrNjZWq1at0ptvvqkxY8ZIktq3b6+kpCSNHj1aDz30kGrXrq3ly5drz549mjhx4mlztWvXTjfccIOGDBmiIUOGKDExUdu3b9ezzz6rNm3aqFq1ar87OwDn4QZ0AEpt+/btmjFjhr744gt5vV5deeWVSk1NVceOHTV69Gh99tlnuv/++zVr1ix5vV7ddNNNGjVqlGrVqlW0xnfffaepU6dq48aNKigoUN26ddW7d2/96U9/KnrNsWPHNGXKFK1bt05er1dXXXVV0b1fpJMX3rZo0UKTJ0+WJOXn52vGjBlas2aNDh8+rPj4eHXp0kVDhw5VxYoVf3d2AM5DuAAoV6fC5f333zc9CoALANe4AAAAaxAuAADAGpwqAgAA1uCICwAAsAbhAgAArEG4AAAAaxAuAADAGoQLAACwBuECAACsQbgAAABrEC4AAMAa/w+a1vP5IYlu3AAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"species\", y=\"length\", data=fish_multi, color='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.462414Z",
     "end_time": "2024-04-16T10:22:40.655263Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 12. 实现：散点图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "      x   y\n0  18.5  34\n1  18.7  39\n2  19.1  41\n3  19.7  38\n4  21.5  45\n5  21.7  41\n6  21.8  52\n7  22.0  44\n8  23.4  44\n9  23.8  49",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>x</th>\n      <th>y</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>18.5</td>\n      <td>34</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>18.7</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>19.1</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>19.7</td>\n      <td>38</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>21.5</td>\n      <td>45</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>21.7</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>21.8</td>\n      <td>52</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>22.0</td>\n      <td>44</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>23.4</td>\n      <td>44</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>23.8</td>\n      <td>49</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cov_data = pd.read_csv(\"3-2-3-cov.csv\")\n",
    "cov_data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.619459Z",
     "end_time": "2024-04-16T10:22:40.670266Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.JointGrid at 0x1416fab3a10>"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 3 Axes>",
      "image/png": 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8r3/9q/r06aOLLrpIf/rTn+T1/jMl79ixQ+eff75SUlIazGez2TRkyBDt2rUrYHznzp0aOnRoy+wEAABodywNUOnp6erdu7cWLVqkwsJCHThwQEuWLNGf//xnTZ8+XTfccIMqKyv10EMPaf/+/dq0aZNeeuklTZs2rX6O48ePq6ysrP7jyZMn65133tGLL76oAwcOaOnSpdq7d6+ys7Ot2EUAANAGWRqg7Ha78vPzlZmZqbvvvlsTJkzQX/7yF7344ovKyMhQSkqK1qxZo4MHD2rChAlasWKF8vLyNGHChPo5HnvsMd144431H1922WVavHixXn31VU2YMEE7duxQfn4+N9EEAABhY/k1UOecc46WLFlyxuWZmZl6/fXXz7j88ccfbzA2fvx4jR8/PhzlAQAANNB6b8AAAABgEQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIQIUAACAIcv/Fh4AAG2Zx1Ol8vIyud0VSkhIVEJCkmJj46wuC83EESgAAFpIZWWpcnKyNXDgAI0YMUIDBvRXTk62KitLrS4NzUSAAgCgBXg8VcrNnaaCgoKA8YKCAuXmTpPHU2VRZQgHAhQAAC2gvLysQXiqU1BQoPLysghXhHAiQAEA0ALc7ooQy90RqgQtgQAFAEALcDoTQix3RqgStAQCFAAALSAxMVkul6vRZS6XS4mJyRGuCOFEgAIAoAXExsYpP39lgxDlcrmUn7+KWxm0ctwHCgCAFhIfn6K1a9f94z5QbjmdTiUmJhOe2gACFAAALSg2Nk6pqXFKTbW6EoQTp/AAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMcRsDAADamV690mSzNX17v795nz8tLa15E0QBAhQAAO2I3+/Xww/Ps7oMeb1e+XzNTGIWIkABANCO2Gw2rVy5WocOHWrS9j179tS0aT+T231SXq+vyXX4fH4CFAAAaD127typ4uLiJm2bkZGhadN+Jq/Xp9rapgeo1o6LyAEAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAwRoAAAAAxFVYA6ePCgsrKytGnTJknSxIkT1a9fv0YfmzdvPuM8kydPbrD+xIkTI7QXAACgrYuaPyZcU1Oje++9VydOnKgfW758uWpqauo/9vv9mj17tioqKnTVVVedca6ioiItWLBAo0ePrh/r0KFDyxQOAADanagJUMuXL1d8fHzAWGJiYsDHL7/8sj799FNt2bJFcXFxjc5TWlqq0tJSDRo0SN26dWupcgEAQDsWFafwdu/erddff12PP/74GdcpKyvTs88+q+nTp6t3795nXK+oqEg2m03nn39+S5QKAABg/REot9utvLw8zZ07Vz179jzjeqtXr1anTp00ZcqUoPMVFxera9euWrRokT7++GN16dJFY8aM0YwZMxQbG9usWmNioiJvhpXDYQ/4F4HoT2j0KDj6Exz9Ca0lemSznX40ddtw19MaWR6gFixYoKysLI0bN+6M61RWVuqNN97QnXfeqY4dOwadr7i4WNXV1crMzNTkyZO1d+9eLV26VN98842WLl3a5DrtdpuSkho/bdgWOJ2drS4hqtGf0OhRcPQnOPoTWjh75HDYFRPjaPK24a6nNbI0QG3evFmFhYV6++23g673/vvvy+Px6IYbbgg556JFizRnzhwlJCRIkjIyMtShQwfNnj1beXl5Ouecc5pUq8/nl9t9IvSKrYzDYZfT2Vlu90l5vT6ry4k69Cc0ehQc/QmO/oTWWI+a+wO91+tTba23ydtKarPP2dn21tIAtXHjRpWWluqKK64IGJ8/f762bdumNWvWSDodoC6//HI5nc6Qc8bExNSHpzp9+/aVJB0+fLjJAUqSamvb3gulzuk3U9vdv+aiP6HRo+DoT3D0J7Rw9sjvP/1o6rbhrqc1sjRALVu2TKdOnQoYc7lcmjVrlq699tr6scLCQt11111nNefEiRN13nnnacmSJfVje/bsUYcOHdSrV6+w1A0AANo3SwNU9+7dGx1PSUmpX3bo0CEdO3ZMF1xwQaPrVlVV6cSJE/W3LLj66qu1ePFiZWZm6rLLLtOePXu0dOlSTZkypcFtEgAAAJrC8ovIQzl69KikhveEqrN27VqtWLFCRUVFkqTbbrtNNptN69ev1+LFi9WtWzdNmjRJU6dOjVTJAACgjYu6AFUXhOpkZmY2GPtXd911V4PTe7feeqtuvfXWFqkPAACgfd/EAQAAoAkIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIYIUAAAAIaiKkAdPHhQWVlZ2rRpU/3Y3Llz1a9fv4DHqFGjgs7z7rvvauzYscrMzNT48eO1ffv2li4dAAC0IzFWF1CnpqZG9957r06cOBEwXlRUpNzcXN122231Yw6H44zz7NixQ/fdd5/y8vJ06aWX6s0339TUqVO1efNmpaent1j9AKzn8VSpvLxMbneFEhISlZCQpNjYOKvLAtAGRc0RqOXLlys+Pj5gzO/3a//+/Ro4cKC6detW/0hOTj7jPKtXr9bo0aN1++23Kz09XXPmzNGAAQO0bt26lt4FABaqrCxVTk62Bg4coBEjRmjAgP7KyclWZWWp1aUBaIOiIkDt3r1br7/+uh5//PGA8S+//FInTpxQ7969z2oen8+nTz75RMOHDw8Yv+SSS7R79+6w1Qsgung8VcrNnaaCgoKA8YKCAuXmTpPHU2VRZQDaKstP4bndbuXl5Wnu3Lnq2bNnwLLi4mJJ0vr16/XRRx/Jbrdr5MiRmj17trp27droXCdOnFCPHj0CxlNTU3X48OFm1xoTExV5M6wcDnvAvwhEf0KLhh4dPVrWIDzVKSgoUEVFmXr2bPg1IxKioT/RjP6E1hI9stlOP5q6bbjraY0sD1ALFixQVlaWxo0b12BZcXGx7Ha7UlNTlZ+fry+//FJLly7Vvn37tG7dOtntgU/eqVOnJEmxsbEB4x07dlR1dXWz6rTbbUpKarvXUjidna0uIarRn9Cs7FFx8fGgy48fP67+/a19//IaCo7+hBbOHjkcdsXEnPl64lDbhrue1sjSALV582YVFhbq7bffbnT59OnT9dOf/lRJSUmSpIyMDHXr1k0333yz9uzZo0GDBgWs37FjR0mSx+MJGK+urlbnzs17on0+v9zuE6FXbGUcDruczs5yu0/K6/VZXU7UoT+hRUOPGjsi/d3lx45ZcxovGvoTzehPaI31qLk/0Hu9PtXWepu8raQ2+5ydbW8tDVAbN25UaWmprrjiioDx+fPna9u2bVqzZk19eKrTt29fSdLhw4cbBKjExER16dJFR44cCRg/cuSIunfv3ux6a2vb3gulzuk3U9vdv+aiP6FZ2aOEhGS5XK5GT+O5XC4lJCRb/vzxGgqO/oQWzh75/acfTd023PW0RpYGqGXLltWfdqvjcrk0a9YsXXvttcrLy9ORI0f00ksv1S/fs2ePJKlPnz4N5rPZbBoyZIh27dqlm266qX58586dGjp0aMvsBADLxcbGKT9/ZYMLyV0ul/LzV3ErA+A7evVKa/I1UGlpaZKafw2Uz+eXz9fEFBcFLA1QZzoqlJKSou7du+vqq6/WjBkztGLFCl177bU6ePCgFi1apGuuuab+nk7Hjx9XTU1N/a0NJk+erKlTp6p///4aOXKkNm7cqL179+qxxx6L2H4BiLz4+BStXbvuH/eBcsvpdCoxMZnwBHyH3+/Xww/Pa9YcXq+32ddAeb1elZefbLUhyvKLyIP50Y9+pGeffVarVq3S6tWr1bVrV40bN0533313/TqPPfaYdu3apQ8++ECSdNlll2nx4sV67rnn9Mwzz6hPnz7Kz8/nJppAOxAbG6fU1DilplpdCRC9bDabVq5crUOHDjV5jsrKSpWVlTV5+7S0NM2fP092u40AFS5FRUUBH//4xz/Wj3/84zOu/917R0nS+PHjNX78+HCXBgBAm7Bz5876WwWhadr3TRwAAACagAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgiAAFAABgKOr+Fh4AtBUeT5WOHi1TcfFxde3qVEJCkmJj46wuq13zeKpUXl4mt7tCCQmJPCdoMo5AAUALqKwsVU5OtgYMGKBhw4ZpwID+ysnJVmVlqdWltVt1z8nAgQM0YsQInhM0CwEKAMLM46lSbu40FRQUBIwXFBQoN3eaPJ4qiyprv3hOEG4EKAAIs/LysgbfqOsUFBSovLwswhWB5wThRoACgDBzuytCLHdHqBLU4TlBuBGgACDMnM6EEMudEaoEdXhOEG4EKAAIs8TEZLlcrkaXuVwuJSYmR7gi8Jwg3AhQABBmsbFxys9f2eAbtsvlUn7+Kn5t3gI8Jwg37gMFAC0gPj5Fa9euU0VFmY4fP66uXbsqISGZb9QWqntOTt8Hyi2n06nERJ4TNA0BCgBaSGxsnHr27Kr+/eN07FiVamt9VpfU7sXGxik1NU6pqVZXgtaOU3gAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGCFAAAACGjANUdXV1S9QBAADQahgHqEsvvVTz58/Xp59+2hL1AAAARD3jAJWTk6MdO3bolltu0dixY7VmzRodPXq0JWoDAACISsYBasaMGXrvvfe0YcMG/eAHP9DKlSt15ZVXaurUqXrvvfdUU1PTEnUCAABEjSZfRD5kyBA98sgj+vjjj/Xzn/9cJ0+e1N13363LLrtMTzzxhL7++utw1gkAABA1mvVbeIcOHdLatWv1i1/8Qrt371avXr10/fXX66OPPtLYsWO1bdu2cNUJAAAQNWJMN6isrNR7772nzZs3609/+pM6deqkMWPGaP78+RoyZIgkac6cOZo2bZoWL16ssWPHhr1oAAAAKxkHqEsvvVQej0eDBg3SokWLNHbsWHXp0qXBehdeeKH+9re/haVIAACAaGIcoG699VbdeOON6t27d9D1Jk+erOnTpze5MAAAgGhlfA1UXl5eyPAkSXFxcXI4HEZzHzx4UFlZWdq0aVP92AcffKAbbrhBWVlZGjVqlJ544gmdOnXqjHN4vV5lZmaqX79+AY/ly5cb1QIAAHAmxkegWkpNTY3uvfdenThxon6ssLBQd955p2bNmqUxY8aopKREDz/8sMrLy7VkyZJG5/niiy9UXV2tLVu2KCUlpX68sdOMAAAATRE1fwtv+fLlio+PDxh77bXXdMkllyg3N1e9evXS5ZdfrtmzZ+vtt9+Wx+NpdJ6ioiLFx8frggsuULdu3eofcXFxkdgNAADQDkTFEajdu3fr9ddf1+bNm3XFFVfUj+fk5MhuD8x4drtdNTU1qqysVHJycoO5ioqKlJ6e3tIlAwCAdszyAOV2u5WXl6e5c+eqZ8+eAcv69+8f8HFNTY1eeuklDRw4sNHwJEnFxcWqra3VlClT9Nlnn6l79+7Kzs7Wdddd1+xaY2Ki5oBd2Dgc9oB/EYj+hEaPgqM/wdGf0FqiRzbb6YdV6j53a37eLQ9QCxYsUFZWlsaNGxd0vdraWuXl5Wnfvn3asGHDGdfbt2+ffD6fZs2apR49eujDDz/UAw88oJqaGt14441NrtNutykpqe2eBnQ6O1tdQlSjP6HRo+DoT3D0J7Rw9sjhsCsmxuwXvcKpLji15ufd0gC1efNmFRYW6u233w66XmVlpe6++27t2rVLK1asUGZm5hnX/fWvfy2v11t/zdMFF1ygb775Ri+88EKzApTP55fbfSL0iq2Mw2GX09lZbvdJeb0+q8uJOvQnNHoUHP0Jjv6E1liPmvsDvdfrU22tNxzlNfnzS4rK5/1se2tpgNq4caNKS0sDrnuSpPnz52vbtm1as2aNjhw5op/97Gf6+uuv9cILL+iiiy4KOmenTp0ajGVkZGjr1q3Nrre2Nrqe5HA6/WZqu/vXXPQnNHoUHP0Jjv6EFs4e+f2nH1ap+9yt+Xm3NEAtW7aswT2dXC6XZs2apWuvvVYVFRXKzs5WZWWlNmzYoH79+gWdz+12a/To0br//vt1/fXX14/v2bNHffv2bZF9AAAA7Y+lAap79+6NjqekpKh79+66//779dVXX2nNmjVKTk7W0aNH69dJTk6Ww+FQeXm5JCkxMVFOp1PDhg3TM888o5SUFKWlpamgoEBbt27VypUrI7FLAACgHbD8IvIz8Xq92rZtm2pqapSdnd1g+W9/+1udd955uuuuuyRJ69evlyQtXrxYy5cv1/z581VaWqr09HT94he/0A9/+MOI1g8AANquqAtQRUVF9f//9NNPQ65fF5zqxMfH64EHHtADDzwQ9toAAACkKLoTOQAAQGtBgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADAUY3UBAAAgsnr1SpPNZt3nT0tLkyQ5HNFxHMfn88vn8xttQ4ACAKAd8fv9evjheVaXIa/XK6ezs9VlSDpdS3n5SaMQRYBCozyeKpWXl8ntrlBCQqISEpIUGxtndVlAi+D1jvbEZrNp5crVOnTokKV1VFZWqqyszNIapNNHw+bPnye73UaAQvNUVpYqN3eaCgoK6sdcLpfy81cqPj7FwsqA8OP1jvZo586dKi4utrqMVi06Tj4iang8VQ2+mUhSQUGBcnOnyeOpsqgyIPx4vQNoKgIUApSXlzX4ZlKnoKBA5eXWH24FwoXXO4CmIkAhgNtdEWK5O0KVAC2P1zuApiJAIYDTmRBiuTNClQAtj9c7gKYiQCFAYmKyXC5Xo8tcLpcSE5MjXBHQcni9A2gqAhQCxMbGKT9/ZYNvKqd/K2kVv9qNNoXXO4Cm4jYGaCA+PkVr1677x31x3HI6nUpMTOabCdokXu8AmoIAhUbFxsYpNTVOqalWVwK0PF7vAExxCg8AAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMAQAQoAAMBQVAWogwcPKisrS5s2baof27t3r2677TYNHjxYo0aN0i9/+cuQ87z77rsaO3asMjMzNX78eG3fvr0lywYAAO1M1ASompoa3XvvvTpx4kT92LFjxzR58mR9//vf18aNGzVz5kwtW7ZMGzduPOM8O3bs0H333aef/OQneuuttzR8+HBNnTpVBw4ciMRuAACAdiBqAtTy5csVHx8fMPbGG2+oQ4cOWrRokdLT03XDDTdo0qRJWrVq1RnnWb16tUaPHq3bb79d6enpmjNnjgYMGKB169a19C4AAIB2IioC1O7du/X666/r8ccfDxgvLCzUxRdfrJiYmPqxYcOG6YsvvtC3337bYB6fz6dPPvlEw4cPDxi/5JJLtHv37pYpHgAAtDsxoVdpWW63W3l5eZo7d6569uwZsOzw4cPKyMgIGEtNTZUkHTp0SOecc06DuU6cOKEePXo02Obw4cPNrjUmJiryZlg5HPaAfxGI/oRGj4KjP8HRn9Baokc22+kH/tkH0/5aHqAWLFigrKwsjRs3rsGyU6dOKTY2NmCsY8eOkqTq6upG15fU6DaNrW/CbrcpKSmuWXNEM6ezs9UlRDX6Exo9Co7+BEd/QgtnjxwOu2JiHGGbrzWrC06m/bU0QG3evFmFhYV6++23G13eqVMneTyegLG6INSlS5cG69eFq8a26dy5eS88n88vt/tE6BVbGYfDLqezs9zuk/J6fVaXE3XoT2j0KDj6Exz9Ca2xHjX3B3qv16faWm84ymv16npa19+z7a2lAWrjxo0qLS3VFVdcETA+f/58bdu2TT169NCRI0cCltV93L179wbzJSYmqkuXLo1u09j6pmpr2+6b+/Sbqe3uX3PRn9DoUXD0Jzj6E1o4e+T3n37gn30w7a+lAWrZsmX1p93quFwuzZo1S9dee622bNmi1157TV6vVw7H6UONO3bs0Pnnn6+UlJQG89lsNg0ZMkS7du3STTfdVD++c+dODR06tGV3BgAAtBuWXrXXvXt3paWlBTwkKSUlRd27d9cNN9ygyspKPfTQQ9q/f782bdqkl156SdOmTauf4/jx4yorK6v/ePLkyXrnnXf04osv6sCBA1q6dKn27t2r7OzsiO8fAABom6L61x5SUlK0Zs0aHTx4UBMmTNCKFSuUl5enCRMm1K/z2GOP6cYbb6z/+LLLLtPixYv16quvasKECdqxY4fy8/OVnp5uxS4AAIA2yPLfwvuuoqKigI8zMzP1+uuvn3H97947SpLGjx+v8ePHh7s0AAAASVF+BAoAACAaEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMEaAAAAAMRd3fwkNDHk+VysvL5HZXKCEhUQkJSYqNjbO6LAAA2i2OQEW5yspS5eRka+DAARoxYoQGDOivnJxsVVaWWl0aAADtFgEqink8VcrNnaaCgoKA8YKCAuXmTpPHU2VRZQAAtG8EqChWXl7WIDzVKSgoUHl5WYQrAgAAEgEqqrndFSGWuyNUCQAA+FcEqCjmdCaEWO6MUCUAAOBfEaCiWGJislwuV6PLXC6XEhOTI1wRAACQCFBRLTY2Tvn5KxuEKJfLpfz8VdzKAAAAi3AfqCgXH5+itWvX/eM+UG45nU4lJiYTngAAsBABqhWIjY1TamqcUlOtrgQAAEicwgMAADBGgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADDE38JDm+DxVP3jDy5XKCEhUQkJSfzBZQBAi+EIFFq9yspS5eRka+DAARoxYoQGDOivnJxsVVaWWl0aAKCNIkChVfN4qpSbO00FBQUB4wUFBcrNnSaPp8qiygAAbRkBCq1aeXlZg/BUp6CgQOXlZRGuCADQHhCg0Kq53RUhlrsjVAkAoD0hQKFVczoTQix3RqgSAEB7QoBCq5aYmCyXy9XoMpfLpcTE5AhXBABoDwhQaNViY+OUn7+yQYhyuVzKz1/FrQwAAC2C+0Ch1YuPT9Hatev+cR8ot5xOpxITkwlPAIAWQ4BCmxAbG6fU1DilplpdCQCgPbA8QJWWlurxxx/X73//e1VXV+uiiy7SnDlzlJ6erokTJ2rXrl2NbvfEE09o/PjxjS6bPHmy/vjHPwaMXXzxxVq/fn24ywcAAO2Q5QFq5syZ8vl8WrVqleLi4vTzn/9ckyZNUkFBgZYvX66ampr6df1+v2bPnq2KigpdddVVZ5yzqKhICxYs0OjRo+vHOnTo0KL7AQAA2g9LA1RFRYW+973vadq0acrIyJAkzZgxQ9ddd5327dunzMzMgPVffvllffrpp9qyZYvi4hq/vqW0tFSlpaUaNGiQunXr1uL7AABAa9OrV5pstqZv7/eHrxarpaWlNWk7SwNUQkKCnnrqqfqPy8rK9NJLL6lHjx7q06dPwLplZWV69tlnNX36dPXu3fuMcxYVFclms+n8889vsboBAGit/H6/Hn54ntVlRBWv1yufzywVWn4Kr868efP0xhtvKDY2Vs8//7y6dOkSsHz16tXq1KmTpkyZEnSe4uJide3aVYsWLdLHH3+sLl26aMyYMZoxY4ZiY2ObVWNMTNu764PDYQ/4F4HoT2j0KDj6Exz9CS3cPbLZbFq1arUOHTrUpO179uypqVN/psrKU8ahI1r5fH7Z7TbZ7Wd/WC5qAlR2drZuueUWbdiwQTNnztQrr7yiAQMGSJIqKyv1xhtv6M4771THjh2DzlNcXKzq6mplZmZq8uTJ2rt3r5YuXapvvvlGS5cubXJ9drtNSUlt99finc7OVpcQ1ehPaPQoOPoTHP0JLZw9KizcrX379jVp2759+2rq1J8pPr5T2OppjWx+f3SdyfT5fLrmmms0aNAgLVmyRJK0efNmzZs3Tx9//HHIP81RW1urqqoqJST88098bNu2TbNnz9bHH3+sc845p0l1eb0+ud0nm7RtNHM47HI6O8vtPimv12d1OVGH/oRGj4KjP8HRn9Aa61Fzf6CfMuUOFRcXN2nbjIwMvfDCmjb7nJ1tby09AlVWVqbt27fr6quvVkzM6VLsdrv69OmjI0eO1K/3/vvv6/LLLz+rv2sWExMTEJ6k02lZkg4fPtzkACVJtbVt74VSx+v1ten9ay76Exo9Co7+BEd/Qgtnj/z+pl8IXrdde3/OLD3p/O233+qee+7R9u3b68dqamr0t7/9Tenp6fVjhYWFGj58+FnNOXHiRD3wwAMBY3v27FGHDh3Uq1evsNQNAADaN0sDVEZGhkaOHKlHH31Uu3fvVnFxse6//3653W5NmjRJknTo0CEdO3ZMF1xwQaNzVFVV6ejRo/UfX3311dqyZYteffVVffXVV9q2bZuWLl2qKVOmKD4+PhK7BQAA2jjLLyJ/+umn9dRTT2n27Nk6fvy4hg4dqg0bNujcc8+VpPpwlJiY2Oj2a9eu1YoVK1RUVCRJuu2222Sz2bR+/XotXrxY3bp106RJkzR16tSI7A8AAGj7ou4i8mjl9fpUVlZldRlhFxNjV1JSnI4dq2rX57LPhP6ERo+Coz/B0Z/QGutRt25dmzVnTk7zLiJfu3ZNm33Ozra33HgDAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAkOUBqrS0VPfdd5+GDRumrKwsTZ06VQcOHKhfPnfuXPXr1y/gMWrUqKBzvvvuuxo7dqwyMzM1fvx4bd++vaV3AwAAtCOWB6iZM2eqpKREq1at0ptvvqlOnTpp0qRJOnnypCSpqKhIubm5+sMf/lD/ePPNN884344dO3TffffpJz/5id566y0NHz68QSgDAABoDksDVEVFhb73ve/p0UcfVWZmptLT0zVjxgwdOXJE+/btk9/v1/79+zVw4EB169at/pGcnHzGOVevXq3Ro0fr9ttvV3p6uubMmaMBAwZo3bp1EdwzAADQllkaoBISEvTUU08pIyNDklRWVqaXXnpJPXr0UJ8+ffTll1/qxIkT6t2791nN5/P59Mknn2j48OEB45dccol2794d9voBAED7FGN1AXXmzZunN954Q7GxsXr++efVpUsXFRcXS5LWr1+vjz76SHa7XSNHjtTs2bPVtWvXBnO43W6dOHFCPXr0CBhPTU3V4cOHm11jTIzlZzzDzuGwB/yLQPQnNHoUHP0Jjv6E1hI9stlOP5q6bbjraY2iJkBlZ2frlltu0YYNGzRz5ky98sorKi4ult1uV2pqqvLz8/Xll19q6dKl2rdvn9atWye7PfDJO3XqlCQpNjY2YLxjx46qrq5uVn12u01JSXHNmiOaOZ2drS4hqtGf0OhRcPQnOPoTWjh75HDYFRPjaPK24a6nNYqaANWnTx9J0mOPPaa//OUvevnll/XYY4/ppz/9qZKSkiRJGRkZ6tatm26++Wbt2bNHgwYNCpijY8eOkiSPxxMwXl1drc6dm/dE+3x+ud0nmjVHNHI47HI6O8vtPimv12d1OVGH/oRGj4KjP8HRn9Aa61Fzf6D3en2qrfU2eVtJbfY5O9veWhqgysrKtH37dl199dWKiTldit1uV58+fXTkyBHZ7fb68FSnb9++kqTDhw83CFCJiYnq0qWLjhw5EjB+5MgRde/evdn11ta2vRdKndNvpra7f81Ff0KjR8HRn+DoT2jh7JHff/rR1G3DXU9rZOkJzG+//Vb33HNPwH2aampq9Le//U3p6enKy8vTpEmTArbZs2ePpH8esfpXNptNQ4YM0a5duwLGd+7cqaFDh4Z/BwAAQLtkaYDKyMjQyJEj9eijj2r37t0qLi7W/fffL7fbrUmTJunqq6/W9u3btWLFCn355Zf68MMP9eCDD+qaa65Renq6JOn48eMqKyurn3Py5Ml655139OKLL+rAgQNaunSp9u7dq+zsbKt2EwAAtDGWXwP19NNP66mnntLs2bN1/PhxDR06VBs2bNC5556rc889V88++6xWrVql1atXq2vXrho3bpzuvvvu+u0fe+wx7dq1Sx988IEk6bLLLtPixYv13HPP6ZlnnlGfPn2Un59fH7gAAACay+b3N/UsaPvi9fpUVlZldRlhFxNjV1JSnI4dq2rX57LPhP6ERo+Coz/B0Z/QGutRt24Nb+VjIifnjvpbBZnKyMjQ2rVr2uxzdra9bd83cQAAAGgCAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhy/+YcHvi8VSpvLxMbneFEhISlZCQpNjYOKvLAgAAhjgCFSGVlaXKycnWwIEDNGLECA0Y0F85OdmqrCy1ujQAAGCIABUBHk+VcnOnqaCgIGC8oKBAubnT5PFUWVQZAABoCk7hRUB5eVmD8FSnoKBA5eVlSk3lVB4AIDLS0tIs2bYtIUBFgNtdEWK5W6mpESoGANCu+f1+zZ8/r1lzeL1e+Xz+MFXUOhGgIsDpTAix3BmhSgAA7Z3P55fbfaLZc7T3AMU1UBGQmJgsl8vV6DKXy6XExOQIVwQAaM9qa33NerT38CQRoCIiNjZO+fkrG4Qol8ul/PxV3MoAAIBWhlN4ERIfn6K1a9f94z5QbjmdTiUmJhOeAABohQhQERQbG6fU1DguGAcAoJXjFB4AAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhAhQAAIAhm9/v91tdRGvg9/vl87XNVjkcdnm9PqvLiFr0JzR6FBz9CY7+hPbdHjkcTT/+4fX6VFZWFY6y2qRu3bqe1XoEKAAAAEOcwgMAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgAIAADBEgGqHVq5cqYkTJwaM/f73v9cNN9ygrKwsjRs3Tr/+9a8tqs4a5eXlevjhhzVy5EgNGTJE//Ef/6HCwsL65du3b9f111+vQYMGacyYMXrnnXcsrNYaoXpUp6SkRIMHD9b//d//WVCldUL1Z+PGjRo3bpwGDx4sl8ulVatWyev1WlhxZIXqz/r16+VyuXThhRfq3//937Vx40YLq7XG2b7H/H6/pkyZ0uDrOCLMj3bl5Zdf9l9wwQX+2267rX6ssLDQ369fP/+iRYv8+/fv9//617/2Z2Vl+d966y3rCo2wyZMn+6+55hr/7t27/Z9//rl/4cKF/szMTP+BAwf8+/fv91944YX+p59+2r9//37/mjVr/P379/f/8Y9/tLrsiArWozr79+/3jxo1yp+RkeH/6quvLKw28oL1Z8uWLf4BAwb4X3vtNX9JSYn/nXfe8Q8ZMsS/fPlyq8uOmGD9ee211/yZmZn+rVu3+r/88kv/66+/7v+3f/s3/29+8xury46os3mP+f1+/4svvujPyMgI+DqOyCNAtROHDx/2T5s2zT948GD/mDFjAt5406dP9990000B6z/33HP+K6+8MtJlWuKLL77wZ2Rk+AsLC+vHfD6ff/To0f5nn33WP2/ePP+NN94YsM0999zjz8nJiXSplgnVI7/f78/Pz/cPHjzYP2HChHYXoEL15yc/+Yn/oYceCthmxYoV/ssvvzzClVojVH9Wr17tX7duXcA21113nX/BggWRLtUyZ/Me8/v9/s8++8w/dOhQ/80330yAshin8NqJ//3f/1WHDh20detWDRo0KGBZSUmJfvCDHwSM9e/fX19//bW++eabSJZpiaSkJK1atUoXXnhh/ZjNZpPNZpPb7VZhYaGGDx8esM2wYcP0pz/9SX6/P9LlWiJUjyTp/fff15IlSzRnzhyryrRMqP7ce++9mjJlSsA2drtdFRUVkS7VEqH6c8cdd+j222+XJNXU1Gjbtm06cOCALr30UqtKjrizeY9VV1fr3nvv1axZs3T++edbVSr+gQDVTowaNUrLly/X//t//6/BstTUVB06dChgrO76ldLS0ojUZyWn06nLL79csbGx9WPvvfeeSkpK9MMf/lCHDx9Wjx49ArZJTU3VyZMndezYsUiXa4lQPZKkX/3qVxozZoxVJVoqVH9+8IMfBHzDO378uF599dX63rV1Z/P6kaTCwkJlZmZq9uzZGjdunH70ox9ZUa4lzqZHTz75pFJTU3XbbbdZVSb+BQEKuu6661RQUKCtW7eqtrZWe/fu1dq1ayWd/mmwvfnkk0/0wAMPyOVy6YorrtCpU6cCvqhJqv/Y4/FYUaLlvtsjBArWn6qqKs2YMUPV1dXKy8uzpkCLnak/559/vt566y09+uijevfdd7Vs2TLrirTYd3v00Ucf6e2339bixYtls9msLg8iQEHS+PHjNXPmTM2bN08XXnihZs6cqTvuuEOS1LVrV4uri6z3339fOTk5Gjx4cP0X744dOzYISnUfd+7cOeI1Wq2xHuGfgvXn6NGjmjhxooqKirRmzRqdd955FlVpnWD9SUlJ0QUXXKCbbrpJubm5+uUvf9kuf0j5bo/Kysr04IMPasGCBerevbvV5eEfCFCQJM2cOVOffPKJfve73+n999/XueeeK4fDoXPPPdfq0iLm5Zdf1l133aUrr7xS+fn56tixoySpZ8+eOnLkSMC6R44cUZcuXdpdwDxTj3BasP4cOHBAN998s0pLS7Vhw4aAa13aizP156OPPtL+/fsD1u3Xr588Ho/Ky8stqNQ6jfXoww8/1NGjR/Xggw8qKytLWVlZevvtt1VYWKisrKx2ca1qNIqxugBY7+WXX9bBgwc1b968+p9u3nvvPWVlZSkuLs7i6iLjlVde0SOPPKKJEyfqoYceCjhEPnToUO3atStg/R07dmjIkCGy29vPzyDBeoTg/fnqq6+UnZ0tp9OpF154QT179rSwUmsE68+zzz6rXr166emnn64f+8tf/qLExESdc845VpRriTP16KqrrtKQIUMC1l22bJkOHz6sZcuWKTU11Ypy2z0CFJSenq4lS5bowgsv1NChQ7Vt2zZt3bq1/jqotu7gwYNavHixrrrqKk2bNk3ffvtt/bJOnTpp4sSJmjBhgpYtW6YJEyboww8/1H//939rzZo1FlYdWaF61N6OxH1XqP48+OCD8ng8evrppxUTE6OjR4/WL+/WrZsVJUdUqP7ccccduueeezRkyBD98Ic/1M6dO/XCCy8oLy+v3fyQEqpHaWlpAevHxcU1Oo7IIUBBw4cP18KFC/Xcc8/p73//u/r06aPnn39eF198sdWlRcR7772nmpoa/eY3v9FvfvObgGUTJkzQ448/rueee05PPvmk1q1bp/POO09PPvlkg1sbtGVn06P2LFh/Lr300vojmNddd12DbYuKiiJSo5XO5vVTU1Oj1atX64knntC5556refPm6aabbrKo4sjjPdb62Pzt5UY2AAAAYdI+jo0CAACEEQEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKAADAEAEKQIv57W9/q379+mn58uX1YwcOHFBmZqYefPBBCysDgObhjwkDaFH33Xef3n33XW3ZskVpaWm65ZZb5Ha7tXnzZsXFxVldHgA0CQEKQIuqqKjQNddco969e2vYsGFavny5XnnlFQ0ePNjq0gCgyQhQAFrc7373O02bNk12u10zZszQXXfdZXVJANAsXAMFoMWNGDFCqamp8vl8uvLKK60uBwCajQAFoMWtWLFC5eXl6t27t+bOnauamhqrSwKAZiFAAWhRn376qdasWaPp06frySefVHFxsZ5//nmrywKAZuEaKAAtxuPxaPz48XI4HNq0aZM6dOigxYsXa8OGDfrVr36l/v37W10iADQJR6AAtJhnn31WBw8e1COPPKIOHTpIku6++26lpqZqzpw58ng8FlcIAE3DESgAAABDHIECAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAwRIACAAAw9P8BC3mYLEVTcF0AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"x\", y=\"y\", data=cov_data, color='black')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:40.628257Z",
     "end_time": "2024-04-16T10:22:41.096976Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 13. 实现：散点图矩阵"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "   sepal_length  sepal_width  petal_length  petal_width species\n0           5.1          3.5           1.4          0.2  setosa\n1           4.9          3.0           1.4          0.2  setosa\n2           4.7          3.2           1.3          0.2  setosa",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal_length</th>\n      <th>sepal_width</th>\n      <th>petal_length</th>\n      <th>petal_width</th>\n      <th>species</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5.1</td>\n      <td>3.5</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4.9</td>\n      <td>3.0</td>\n      <td>1.4</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4.7</td>\n      <td>3.2</td>\n      <td>1.3</td>\n      <td>0.2</td>\n      <td>setosa</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入 seaborn 内置的鸢尾花数据\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "iris.head(n=3)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:41.097975Z",
     "end_time": "2024-04-16T10:22:49.716333Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "            sepal_length  sepal_width  petal_length  petal_width\nspecies                                                         \nsetosa             5.006        3.428         1.462        0.246\nversicolor         5.936        2.770         4.260        1.326\nvirginica          6.588        2.974         5.552        2.026",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sepal_length</th>\n      <th>sepal_width</th>\n      <th>petal_length</th>\n      <th>petal_width</th>\n    </tr>\n    <tr>\n      <th>species</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>setosa</th>\n      <td>5.006</td>\n      <td>3.428</td>\n      <td>1.462</td>\n      <td>0.246</td>\n    </tr>\n    <tr>\n      <th>versicolor</th>\n      <td>5.936</td>\n      <td>2.770</td>\n      <td>4.260</td>\n      <td>1.326</td>\n    </tr>\n    <tr>\n      <th>virginica</th>\n      <td>6.588</td>\n      <td>2.974</td>\n      <td>5.552</td>\n      <td>2.026</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 每种类鸢尾花各个规格的均值\n",
    "iris.groupby(\"species\").mean()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:49.716333Z",
     "end_time": "2024-04-16T10:22:49.729839Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.PairGrid at 0x1416fc4e410>"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1120.62x1000 with 20 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图矩阵\n",
    "sns.pairplot(iris, hue=\"species\", palette='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-16T10:22:49.731838Z",
     "end_time": "2024-04-16T10:22:53.666944Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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